knowledge-lookup
Answer espresso knowledge questions from the authoritative knowledge files. Use when the user asks about: temperature, pressure, ratios, grind settings, freshness, extraction theory, puck prep, channeling, baskets, decaf, blends, milk steaming, drink specs, profiles, shot styles, or any espresso concept. Routes to the correct knowledge file and answers from its content rather than from memory or training data.
feedback
Gather shot feedback, analyze extraction, recommend adjustments, and record results. Use when user says: "/feedback", "I just pulled a shot", "how was that", "it tasted [sour/bitter/flat/good]", provides a star rating, shares taste observations, or asks "what should I adjust" after a shot. Owns the full shot feedback loop: gathering, analysis, tasting notes, and drink format.
diagnose
Diagnose espresso extraction issues by correlating machine telemetry with taste feedback. Use when user says: "what went wrong", "analyze that shot", "why did it taste [sour/bitter/flat]", "my shots are inconsistent", or asks about pressure spikes, flow issues, or extraction problems. Fetches shot data via analyze_shot MCP tool, interprets patterns, and provides actionable recommendations.
security-audit-and-vulnerability-scanning
Comprehensive security audit workflow including dependency scanning, unsafe code detection, and secret management. Use when scanning for vulnerabilities or before production deployment.
web-artifacts
Build sophisticated single-file web applications with React and modern tooling. Activates for "web artifact", "React app", "bundle HTML", "single-file app", "standalone app", "interactive demo".
sales-and-crm-management
Complete sales funnel design, B2B sales playbook, CRM setup, and customer success management. Use when building sales processes or reducing churn.
deep-thinking
Activates extended reasoning for complex problems. Use when asked to "think harder", "ultrathink", "think deeply", "analyze thoroughly", or when facing architecture decisions, complex debugging, system design, or trade-off analysis.
business-strategy-and-planning
Comprehensive business planning including self-analysis, product concept, persona development, and 8-phase business plan creation. Use when creating business plans or product strategies.
growth-analytics-and-dashboard-management
KPI framework setup, dashboard design, cohort analysis, and data-driven decision making. Use when analyzing growth metrics, building KPI dashboards, or implementing analytics systems.
market-research-and-competitive-analysis
TAM/SAM/SOM calculation, competitor analysis, and market trends identification. Use when analyzing markets, validating business ideas, or entering new markets.
maximo-helper
Maximo database queries with mandatory site filtering. Activates for "Maximo", "work order", "WONUM", "asset", "SITEID", "labor", "LABTRANS", "WORKORDER" queries.
git-workflow-with-conventional-commits
Automated Git workflow including staging, committing with Conventional Commits format, PR creation, and merging. Use when committing changes, creating PRs, or managing Git branches.
issue-analysis-with-label-inference
Analyze GitHub Issues and automatically infer appropriate labels from Miyabi's 57-label system across 11 categories. Use when creating or triaging Issues, or when label inference is needed.
claude-ecosystem-promoter
Marketing and promotion specialist for Claude ecosystem technology - MCP servers, skills, plugins, and agents. Expert in community engagement, registry submissions, content marketing, and developer relations. Activate on 'promote MCP', 'share skill', 'market plugin', 'launch agent', 'developer marketing', 'MCP registry'. NOT for creating MCPs/skills (use agent-creator), general marketing (use content-marketer), or SEO optimization (use seo-visibility-expert).
git-workflow
Smart git operations including conventional commits, PR creation, branch management, and conflict resolution. Activates for "commit", "create PR", "push", "merge", "resolve conflict", "git" operations.
gbcr-commission
Debug GBCR commission calculation issues. Activates for "GBCR", "commission", "agreement", "settlement", "FTCNV", "rebate", "vendor commission", "commission not calculating", "wrong commission".
content-marketing-and-social-media-strategy
6-month content calendar, multi-platform SNS strategy, and YouTube channel optimization. Use when creating content strategies or growing social media presence.